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Description
AI Systems Performance Engineering (Full Colour Reprint)AI Systems Performance Engineering : Elevate your AI system performance capabilities with this definitive guide to maximising efficiency across every layer of your AI infrastructure. In today's era of ever growing generative models, AI Systems Performance Engineering provides engineers, researchers, and developers with a hands on set of actionable optimisation strategies. Learn to co optimize hardware, software, and algorithms to build resilient,
AI Systems Performance Engineering : Elevate your AI system performance capabilities with this definitive guide to maximising efficiency across every layer of your AI infrastructure. In today's era of ever-growing generative models, AI Systems Performance Engineering provides engineers, researchers, and developers with a hands-on set of actionable optimisation strategies. Learn to co-optimize hardware, software, and algorithms to build resilient, scalable, and cost-effective AI systems that excel in both training and inference. Authored by Chris Fregly, a performance-focused engineering and product leader, this resource transforms complex AI systems into streamlined, high-impact AI solutions.
Inside, you'll discover step-by-step methodologies for fine-tuning GPU CUDA kernels, PyTorch-based algorithms, and multinode training and inference systems. You'll also master the art of scaling GPU clusters for high performance, distributed model training jobs, and inference servers. The book ends with a 175+-item checklist of proven, ready-to-use optimisations.
- Code sign and optimise hardware, software, and algorithms to achieve maximum throughput and cost savings
- Implement cutting-edge inference strategies that reduce latency and boost throughput in real-world settings
- Utilize industry-leading scalability tools and frameworks
- Profile, diagnose, and eliminate performance bottlenecks across complex AI pipelines
- Integrate full stack optimization techniques for robust, reliable AI system performance
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